Improving large models with small models: Lower costs and better performance

doi:10.1016/j.neunet.2025.108276

Improving large models with small models: Lower costs and better performance

2025-11-04

0

PRE

AI

DOI：10.1016/j.neunet.2025.108276

Original

Original request for help

Save

Abstract

En 中文

• A new paradigm improves large model performance and reduces costs by introducing specialized small models. • Introduce S4L and L4S to further enhance large model performance while reducing costs. • Compared with fine-tuning, the proposed method offers a new perspective on injecting specific knowledge. • Demonstrates the generality through integration with both open-source and closedsource large models.

Improving large models with small models: Lower costs and better performance

Abstract

Journal

Organization